schema_version
stringclasses
1 value
event
dict
identity_context
dict
telemetry_stream
listlengths
6
9
vulnerability
dict
detection
dict
impact
dict
simulation
dict
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109273", "label": "benign", "label_confidence": 0.727, "severity": "critical", "timestamp": "2026-01-07T10:33:00Z", "trace_id": "ba490471-9d5e-56ef-5436-4f3b44ca61ba" }
{ "account_age_days": 131, "account_id": "ACCT-E318DC185E94", "baseline_risk_score": 0.083, "kyc_tier": "tier_1", "session_entropy": 0.436 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 363, "timestamp": "2026-01-06T22:40:00Z", "transaction_amount_usd": 23.49 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.768, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 279.41, "financial_exposure_usd": 290.3, "recoverable_pct": 0.602 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101475", "label": "fraudulent", "label_confidence": 0.978, "severity": "medium", "timestamp": "2026-01-02T00:35:00Z", "trace_id": "eeb50c12-99ae-7580-ba5a-cc371907f4e4" }
{ "account_age_days": 1446, "account_id": "ACCT-4FE16C0FFEF7", "baseline_risk_score": 0.316, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 156, "timestamp": "2026-01-02T00:35:00Z", "transaction_amount_usd": 56466.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 392150.78, "financial_exposure_usd": 466965.11, "recoverable_pct": 0.42 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102082", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T10:42:00Z", "trace_id": "02455c42-5900-6f3a-80eb-388f284b9133" }
{ "account_age_days": 1082, "account_id": "ACCT-A75E412E088C", "baseline_risk_score": 0.513, "kyc_tier": "tier_2", "session_entropy": 0.502 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 227, "timestamp": "2026-01-02T08:25:00Z", "transaction_amount_usd": 4.53 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.812, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 519771.8, "financial_exposure_usd": 592886.7, "recoverable_pct": 0.193 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106303", "label": "fraudulent", "label_confidence": 0.911, "severity": "medium", "timestamp": "2026-01-05T09:03:00Z", "trace_id": "e8c23a36-f04a-1f14-59e3-e8e15bce1572" }
{ "account_age_days": 241, "account_id": "ACCT-24A99CA7A864", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.444 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 341, "timestamp": "2026-01-05T09:03:00Z", "transaction_amount_usd": 799998.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3539708.73, "financial_exposure_usd": 5209232.1, "recoverable_pct": 0.422 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102302", "label": "fraudulent", "label_confidence": 0.95, "severity": "high", "timestamp": "2026-01-02T14:22:00Z", "trace_id": "eca01265-86c0-004f-b9d8-280fdee0bce0" }
{ "account_age_days": 1868, "account_id": "ACCT-31398969D99F", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.709 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1200, "timestamp": "2026-01-02T14:22:00Z", "transaction_amount_usd": 36975.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.38, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 988211.99, "financial_exposure_usd": 1282448.68, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105017", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-04T11:37:00Z", "trace_id": "b5113c7b-aa6b-ac9a-1d7b-902da81b3cd6" }
{ "account_age_days": 853, "account_id": "ACCT-EB9D7E2E20F0", "baseline_risk_score": 0.308, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 955, "timestamp": "2026-01-04T11:37:00Z", "transaction_amount_usd": 2961825.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3240359.78, "financial_exposure_usd": 4274856.24, "recoverable_pct": 0.832 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108923", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-07T04:43:00Z", "trace_id": "07c01adc-17c4-8e7f-c1be-3e112ec5dc96" }
{ "account_age_days": 1872, "account_id": "ACCT-CA49CA25874E", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 931, "timestamp": "2026-01-07T04:43:00Z", "transaction_amount_usd": 7958.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.695, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 8465.42, "financial_exposure_usd": 8834.63, "recoverable_pct": 0.874 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102370", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-02T15:30:00Z", "trace_id": "604b4bc9-f10b-3ef1-4cb5-4e1ee961b74b" }
{ "account_age_days": 1616, "account_id": "ACCT-292E887D6DAE", "baseline_risk_score": 0.627, "kyc_tier": "tier_1", "session_entropy": 0.196 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 850, "timestamp": "2026-01-02T15:30:00Z", "transaction_amount_usd": 91611.53 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.667, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 615233.87, "financial_exposure_usd": 758389.79, "recoverable_pct": 0.373 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104643", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-04T05:23:00Z", "trace_id": "e919357a-83ae-a2e8-cdd1-bae64d62e11c" }
{ "account_age_days": 829, "account_id": "ACCT-7BE9EFE0CF72", "baseline_risk_score": 0.208, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 111, "timestamp": "2026-01-04T05:23:00Z", "transaction_amount_usd": 1136271.86 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.49, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 5465163.04, "financial_exposure_usd": 5749975.5, "recoverable_pct": 0.67 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105321", "label": "fraudulent", "label_confidence": 0.705, "severity": "medium", "timestamp": "2026-01-04T16:41:00Z", "trace_id": "5ee46c23-5926-a014-3368-9f03ae9bc3a3" }
{ "account_age_days": 304, "account_id": "ACCT-1BDD38DDC340", "baseline_risk_score": 0.289, "kyc_tier": "tier_1", "session_entropy": 0.602 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 634, "timestamp": "2026-01-04T16:41:00Z", "transaction_amount_usd": 766034.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.831, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1538573.62, "financial_exposure_usd": 2649933.12, "recoverable_pct": 0.959 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105069", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-04T12:29:00Z", "trace_id": "54cc3724-654f-6cce-df38-018086cd6b47" }
{ "account_age_days": 559, "account_id": "ACCT-7AF70252A386", "baseline_risk_score": 0.405, "kyc_tier": "tier_2", "session_entropy": 0.349 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 442, "timestamp": "2026-01-04T12:29:00Z", "transaction_amount_usd": 539775.78 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.803, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1542196.66, "financial_exposure_usd": 2762308.76, "recoverable_pct": 0.891 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109902", "label": "benign", "label_confidence": 0.747, "severity": "high", "timestamp": "2026-01-07T21:02:00Z", "trace_id": "1d55e2df-2fe5-2f6e-8a96-8528a6043cfe" }
{ "account_age_days": 1542, "account_id": "ACCT-4268B2B4A6C4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.174 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 610, "timestamp": "2026-01-07T21:02:00Z", "transaction_amount_usd": 12616.16 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.641, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1154.04, "financial_exposure_usd": 2761.04, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108420", "label": "benign", "label_confidence": 0.474, "severity": "medium", "timestamp": "2026-01-06T20:20:00Z", "trace_id": "57e5d207-1921-2533-a63b-749e6f16d23e" }
{ "account_age_days": 1933, "account_id": "ACCT-5FAD94D6CB9A", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.102 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 237, "timestamp": "2026-01-06T17:02:00Z", "transaction_amount_usd": 14.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.599, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1636.2, "financial_exposure_usd": 1761.47, "recoverable_pct": 0.695 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101216", "label": "fraudulent", "label_confidence": 0.771, "severity": "high", "timestamp": "2026-01-01T20:16:00Z", "trace_id": "217baf81-12cd-d7f1-8d53-77e47784d531" }
{ "account_age_days": 1137, "account_id": "ACCT-9FB3C167562B", "baseline_risk_score": 0.578, "kyc_tier": "tier_1", "session_entropy": 0.251 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1063, "timestamp": "2026-01-01T20:16:00Z", "transaction_amount_usd": 109239.04 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.458, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 493973.37, "financial_exposure_usd": 637673, "recoverable_pct": 0.595 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105221", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-04T15:01:00Z", "trace_id": "c35ffe5e-6c9b-791e-35e0-c339edcd4e31" }
{ "account_age_days": 1602, "account_id": "ACCT-317718E4DE40", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.444 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 110, "timestamp": "2026-01-04T15:01:00Z", "transaction_amount_usd": 210673.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.863, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 9052423.77, "financial_exposure_usd": 9397190.2, "recoverable_pct": 0.663 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105108", "label": "fraudulent", "label_confidence": 0.898, "severity": "medium", "timestamp": "2026-01-04T13:08:00Z", "trace_id": "30d9e758-d7df-ad32-6509-6de8f857a58d" }
{ "account_age_days": 750, "account_id": "ACCT-9C9FCD8C4140", "baseline_risk_score": 0.109, "kyc_tier": "tier_3", "session_entropy": 0.646 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 947, "timestamp": "2026-01-04T13:08:00Z", "transaction_amount_usd": 1752980.08 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.777, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7247486.15, "financial_exposure_usd": 10005957.41, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105007", "label": "fraudulent", "label_confidence": 0.624, "severity": "medium", "timestamp": "2026-01-04T11:27:00Z", "trace_id": "6ae33458-2c82-d874-97fe-e50a5f398b9f" }
{ "account_age_days": 1484, "account_id": "ACCT-342A917080ED", "baseline_risk_score": 0.223, "kyc_tier": "tier_2", "session_entropy": 0.596 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 779, "timestamp": "2026-01-04T11:27:00Z", "transaction_amount_usd": 1680626.31 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.864, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 855485.31, "financial_exposure_usd": 1000676.28, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106870", "label": "benign", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-05T18:30:00Z", "trace_id": "73604c06-3c7c-1401-a8d1-5b0f3b6e6737" }
{ "account_age_days": 938, "account_id": "ACCT-D1750AE35717", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.621 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 288, "timestamp": "2026-01-05T06:35:00Z", "transaction_amount_usd": 20.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.545, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2297.08, "financial_exposure_usd": 3039.82, "recoverable_pct": 0.782 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107245", "label": "benign", "label_confidence": 0.658, "severity": "medium", "timestamp": "2026-01-06T00:45:00Z", "trace_id": "4064d3f7-c792-4f39-521a-db961255939b" }
{ "account_age_days": 1093, "account_id": "ACCT-836D08E124A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 822, "timestamp": "2026-01-06T00:45:00Z", "transaction_amount_usd": 11217.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1241.85, "financial_exposure_usd": 2396.13, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103605", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-03T12:05:00Z", "trace_id": "bfece99f-255a-2df1-850a-decf4501a082" }
{ "account_age_days": 1453, "account_id": "ACCT-D55CC7A01979", "baseline_risk_score": 0.209, "kyc_tier": "tier_3", "session_entropy": 0.809 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 557, "timestamp": "2026-01-03T12:05:00Z", "transaction_amount_usd": 2290568.37 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.43, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1451931.67, "financial_exposure_usd": 3385740.48, "recoverable_pct": 0.79 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107898", "label": "benign", "label_confidence": 0.592, "severity": "medium", "timestamp": "2026-01-06T11:38:00Z", "trace_id": "a7febcc3-5b4a-ab48-5bfb-18019fa4552d" }
{ "account_age_days": 1321, "account_id": "ACCT-F56215719B91", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.269 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 377, "timestamp": "2026-01-06T02:25:00Z", "transaction_amount_usd": 1.67 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2764.15, "financial_exposure_usd": 3324.49, "recoverable_pct": 0.554 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101977", "label": "fraudulent", "label_confidence": 0.766, "severity": "medium", "timestamp": "2026-01-02T08:57:00Z", "trace_id": "d94a432c-8653-2c08-9341-72cad9a5f0cd" }
{ "account_age_days": 1066, "account_id": "ACCT-1DB868339BAD", "baseline_risk_score": 0.641, "kyc_tier": "tier_1", "session_entropy": 0.379 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 623, "timestamp": "2026-01-02T08:57:00Z", "transaction_amount_usd": 11425.84 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 621420.04, "financial_exposure_usd": 1091500.83, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104660", "label": "fraudulent", "label_confidence": 0.885, "severity": "critical", "timestamp": "2026-01-04T05:40:00Z", "trace_id": "fc02c1e6-8d7a-7eb9-d5a8-ed4b3cac1cd5" }
{ "account_age_days": 111, "account_id": "ACCT-6076561B6C72", "baseline_risk_score": 0.362, "kyc_tier": "tier_1", "session_entropy": 0.551 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 815, "timestamp": "2026-01-04T05:40:00Z", "transaction_amount_usd": 1650202.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.702, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2032757.06, "financial_exposure_usd": 4249042.5, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105268", "label": "fraudulent", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-04T15:48:00Z", "trace_id": "0e8b7fea-07aa-e640-41dc-243efbde899b" }
{ "account_age_days": 1726, "account_id": "ACCT-6463374F68E9", "baseline_risk_score": 0.095, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 233, "timestamp": "2026-01-04T14:48:00Z", "transaction_amount_usd": 11.45 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.919, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2999501.17, "financial_exposure_usd": 3625140.88, "recoverable_pct": 0.808 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102396", "label": "fraudulent", "label_confidence": 0.898, "severity": "critical", "timestamp": "2026-01-02T15:56:00Z", "trace_id": "96b4fa17-39b9-5512-9b9e-e34e87530e1b" }
{ "account_age_days": 1474, "account_id": "ACCT-544399194279", "baseline_risk_score": 0.545, "kyc_tier": "tier_2", "session_entropy": 0.702 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1177, "timestamp": "2026-01-02T15:56:00Z", "transaction_amount_usd": 14872.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.718, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 495193.17, "financial_exposure_usd": 1082205.28, "recoverable_pct": 0.074 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109454", "label": "benign", "label_confidence": 0.532, "severity": "low", "timestamp": "2026-01-07T13:34:00Z", "trace_id": "1839ca78-ec78-a6e7-1210-9f0742a098f2" }
{ "account_age_days": 571, "account_id": "ACCT-4F21C0AAEE0E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.367 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 212, "timestamp": "2026-01-07T01:23:00Z", "transaction_amount_usd": 5.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.503, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 558.31, "financial_exposure_usd": 728.55, "recoverable_pct": 0.425 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102158", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-02T11:58:00Z", "trace_id": "583a9417-2edc-ccca-cae4-5390d5097fda" }
{ "account_age_days": 647, "account_id": "ACCT-4DD9A09697B6", "baseline_risk_score": 0.617, "kyc_tier": "tier_2", "session_entropy": 0.195 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 960, "timestamp": "2026-01-02T11:58:00Z", "transaction_amount_usd": 17601.45 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.642, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 339138.05, "financial_exposure_usd": 726228.22, "recoverable_pct": 0.807 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104911", "label": "fraudulent", "label_confidence": 0.828, "severity": "low", "timestamp": "2026-01-04T09:51:00Z", "trace_id": "4670e8a2-e04d-728a-59d7-0f0a8643058b" }
{ "account_age_days": 1240, "account_id": "ACCT-37BE336CA290", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.514 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 643, "timestamp": "2026-01-04T09:51:00Z", "transaction_amount_usd": 2081486.67 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.877, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3029001.66, "financial_exposure_usd": 6161680.5, "recoverable_pct": 0.781 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107389", "label": "benign", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-06T03:09:00Z", "trace_id": "81452b76-39e9-e587-a3a6-90d4b8c05ad6" }
{ "account_age_days": 1399, "account_id": "ACCT-7C83D420A395", "baseline_risk_score": 0.151, "kyc_tier": "tier_2", "session_entropy": 0.898 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 377, "timestamp": "2026-01-06T03:09:00Z", "transaction_amount_usd": 8819.15 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1081.18, "financial_exposure_usd": 1153, "recoverable_pct": 0.467 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100961", "label": "fraudulent", "label_confidence": 0.874, "severity": "low", "timestamp": "2026-01-01T16:01:00Z", "trace_id": "49b2bcb4-ccc0-bc32-3a8f-0559520299f1" }
{ "account_age_days": 1431, "account_id": "ACCT-4686DE3ABAE3", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.119 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 213, "timestamp": "2026-01-01T08:37:00Z", "transaction_amount_usd": 15.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.746, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 9", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 234974.96, "financial_exposure_usd": 553635.59, "recoverable_pct": 0.527 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100562", "label": "fraudulent", "label_confidence": 0.976, "severity": "critical", "timestamp": "2026-01-01T09:22:00Z", "trace_id": "a3d3ea27-88fa-85b9-7a78-7a7cbe274090" }
{ "account_age_days": 854, "account_id": "ACCT-CFB4FA80EDA8", "baseline_risk_score": 0.325, "kyc_tier": "tier_3", "session_entropy": 0.628 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 225, "timestamp": "2026-01-01T09:22:00Z", "transaction_amount_usd": 46379.36 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.733, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1188449.28, "financial_exposure_usd": 1244056.18, "recoverable_pct": 0.051 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105278", "label": "fraudulent", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-04T15:58:00Z", "trace_id": "7234ec3d-84e8-4e41-85c4-19ac6daaf826" }
{ "account_age_days": 166, "account_id": "ACCT-A1EC1188B8EC", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.194 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 140, "timestamp": "2026-01-04T14:15:00Z", "transaction_amount_usd": 19.92 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2864043.26, "financial_exposure_usd": 4970964.15, "recoverable_pct": 0.857 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109928", "label": "benign", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-07T21:28:00Z", "trace_id": "24bdb5fd-71a9-11a6-aa7e-abb0473341ec" }
{ "account_age_days": 1019, "account_id": "ACCT-4D256C62F7AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.905 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 168, "timestamp": "2026-01-07T09:09:00Z", "transaction_amount_usd": 2.14 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.628, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1573.68, "financial_exposure_usd": 2007.05, "recoverable_pct": 0.446 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105065", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-04T12:25:00Z", "trace_id": "4a0ece3b-a954-4831-29b9-bbff663165ba" }
{ "account_age_days": 1323, "account_id": "ACCT-C341A9A208EC", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.577 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 121, "timestamp": "2026-01-04T10:56:00Z", "transaction_amount_usd": 16.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.656, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1129115.96, "financial_exposure_usd": 1170914.19, "recoverable_pct": 0.715 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108136", "label": "benign", "label_confidence": 0.574, "severity": "high", "timestamp": "2026-01-06T15:36:00Z", "trace_id": "4e56fa8e-ee1c-0dda-7ff5-d522b845b951" }
{ "account_age_days": 1988, "account_id": "ACCT-DF13027647DC", "baseline_risk_score": 0.151, "kyc_tier": "tier_2", "session_entropy": 0.221 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 327, "timestamp": "2026-01-06T09:18:00Z", "transaction_amount_usd": 4.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 488.97, "financial_exposure_usd": 719.27, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107376", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-06T02:56:00Z", "trace_id": "280ca204-3217-ab87-4428-d92ba81aae7c" }
{ "account_age_days": 1822, "account_id": "ACCT-2D967E53FBFA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.644 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 771, "timestamp": "2026-01-06T02:56:00Z", "transaction_amount_usd": 11216.15 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1802.87, "financial_exposure_usd": 4016.59, "recoverable_pct": 0.403 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109767", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-07T18:47:00Z", "trace_id": "67c1bb16-29e8-dfa1-0925-4332f649437f" }
{ "account_age_days": 715, "account_id": "ACCT-64508813BF5D", "baseline_risk_score": 0.056, "kyc_tier": "tier_3", "session_entropy": 0.549 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 94, "timestamp": "2026-01-07T18:47:00Z", "transaction_amount_usd": 4653.77 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2131.17, "financial_exposure_usd": 3779.95, "recoverable_pct": 0.444 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105325", "label": "fraudulent", "label_confidence": 0.685, "severity": "low", "timestamp": "2026-01-04T16:45:00Z", "trace_id": "c42f2e9b-8e0b-8189-fa88-c955813e3d32" }
{ "account_age_days": 1447, "account_id": "ACCT-47E34C886B8A", "baseline_risk_score": 0.053, "kyc_tier": "tier_1", "session_entropy": 0.648 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 484, "timestamp": "2026-01-04T16:45:00Z", "transaction_amount_usd": 2843044.07 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.514, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1538322.82, "financial_exposure_usd": 3133871.74, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109893", "label": "benign", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-07T20:53:00Z", "trace_id": "d7dc5c4a-a699-570f-d4da-e54e65f05175" }
{ "account_age_days": 1888, "account_id": "ACCT-CF88A83FEABC", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.457 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 286, "timestamp": "2026-01-07T20:53:00Z", "transaction_amount_usd": 10763.95 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.498, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2076.21, "financial_exposure_usd": 2674.03, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107766", "label": "benign", "label_confidence": 0.731, "severity": "high", "timestamp": "2026-01-06T09:26:00Z", "trace_id": "a326da4c-5160-0431-519f-d0b9a5653b1e" }
{ "account_age_days": 173, "account_id": "ACCT-29FFDD0F5E44", "baseline_risk_score": 0.193, "kyc_tier": "tier_3", "session_entropy": 0.318 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 820, "timestamp": "2026-01-06T09:26:00Z", "transaction_amount_usd": 5873.88 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3963.91, "financial_exposure_usd": 5945.32, "recoverable_pct": 0.695 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104678", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-04T05:58:00Z", "trace_id": "7f950a59-74db-d0cb-70cf-2761e13324e1" }
{ "account_age_days": 1909, "account_id": "ACCT-ED35262A3BB3", "baseline_risk_score": 0.142, "kyc_tier": "tier_2", "session_entropy": 0.123 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 805, "timestamp": "2026-01-04T05:58:00Z", "transaction_amount_usd": 2371671.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.936, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1399335.07, "financial_exposure_usd": 3022181.09, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104331", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-04T00:11:00Z", "trace_id": "c2dce5c3-18c0-0767-5bf3-f2d6ccbd28a8" }
{ "account_age_days": 1274, "account_id": "ACCT-88F577788645", "baseline_risk_score": 0.216, "kyc_tier": "tier_2", "session_entropy": 0.107 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 747, "timestamp": "2026-01-04T00:11:00Z", "transaction_amount_usd": 1764653.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1384594.22, "financial_exposure_usd": 2069081.61, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100210", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-01T03:30:00Z", "trace_id": "30b6857a-beb6-4fd8-ffc4-d95b8bc135a9" }
{ "account_age_days": 1065, "account_id": "ACCT-4A10FF5A9B99", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.22 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 744, "timestamp": "2026-01-01T03:30:00Z", "transaction_amount_usd": 5602.59 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.6, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING ...
{ "customer_funds_at_risk_usd": 430745.94, "financial_exposure_usd": 442192.52, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108312", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-06T18:32:00Z", "trace_id": "02e5c102-77ea-a1c2-9cc9-a29b30c9fe75" }
{ "account_age_days": 142, "account_id": "ACCT-868DED7C64F1", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.112 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 145, "timestamp": "2026-01-06T18:32:00Z", "transaction_amount_usd": 4454.26 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.708, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 954.96, "financial_exposure_usd": 1157.29, "recoverable_pct": 0.762 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106977", "label": "benign", "label_confidence": 0.467, "severity": "medium", "timestamp": "2026-01-05T20:17:00Z", "trace_id": "c197c3b9-2093-3648-f7e4-0c342412ef9a" }
{ "account_age_days": 793, "account_id": "ACCT-5A10DFB0C85E", "baseline_risk_score": 0.064, "kyc_tier": "tier_2", "session_entropy": 0.791 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 674, "timestamp": "2026-01-05T20:17:00Z", "transaction_amount_usd": 11636.7 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.468, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3030.2, "financial_exposure_usd": 3377.13, "recoverable_pct": 0.628 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101920", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-02T08:00:00Z", "trace_id": "e42fa4b7-e6ae-e2c1-e24a-63423ccbeaf8" }
{ "account_age_days": 920, "account_id": "ACCT-2B1459C82D4A", "baseline_risk_score": 0.625, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1062, "timestamp": "2026-01-02T08:00:00Z", "transaction_amount_usd": 71540.98 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.474, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 449073.74, "financial_exposure_usd": 627406.04, "recoverable_pct": 0.032 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102534", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-02T18:14:00Z", "trace_id": "67b02629-ceaf-b618-c23c-8eac27115a86" }
{ "account_age_days": 40, "account_id": "ACCT-E570955720A2", "baseline_risk_score": 0.384, "kyc_tier": "tier_1", "session_entropy": 0.112 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 513, "timestamp": "2026-01-02T18:14:00Z", "transaction_amount_usd": 96253.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 472231.2, "financial_exposure_usd": 942603.27, "recoverable_pct": 0.686 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108596", "label": "benign", "label_confidence": 0.473, "severity": "low", "timestamp": "2026-01-06T23:16:00Z", "trace_id": "9035eb13-0a99-4907-51c3-5eaa8e361f28" }
{ "account_age_days": 533, "account_id": "ACCT-94E9D48E3FAA", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.773 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1105, "timestamp": "2026-01-06T23:16:00Z", "transaction_amount_usd": 11076.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.584, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3477.03, "financial_exposure_usd": 5776.57, "recoverable_pct": 0.747 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103672", "label": "fraudulent", "label_confidence": 0.835, "severity": "low", "timestamp": "2026-01-03T13:12:00Z", "trace_id": "42c54395-86aa-1fb5-d76f-53b453544020" }
{ "account_age_days": 409, "account_id": "ACCT-F22936E98EB8", "baseline_risk_score": 0.255, "kyc_tier": "tier_2", "session_entropy": 0.894 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 284, "timestamp": "2026-01-03T02:06:00Z", "transaction_amount_usd": 0.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.896, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2172892.26, "financial_exposure_usd": 3276984.6, "recoverable_pct": 0.509 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101724", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-02T04:44:00Z", "trace_id": "85ef9fa5-56b9-a3e9-a2f1-1922c6b5eb7e" }
{ "account_age_days": 1056, "account_id": "ACCT-72DAE86AAC8A", "baseline_risk_score": 0.589, "kyc_tier": "tier_3", "session_entropy": 0.798 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 625, "timestamp": "2026-01-02T04:44:00Z", "transaction_amount_usd": 89527.8 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.86, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 373347.11, "financial_exposure_usd": 678119.47, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109898", "label": "benign", "label_confidence": 0.554, "severity": "medium", "timestamp": "2026-01-07T20:58:00Z", "trace_id": "dcd91d64-4ce6-aea6-c5d0-11d7f38da938" }
{ "account_age_days": 1158, "account_id": "ACCT-16B276F4918A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.834 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 582, "timestamp": "2026-01-07T20:58:00Z", "transaction_amount_usd": 11922.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 695.93, "financial_exposure_usd": 1005.4, "recoverable_pct": 0.487 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109417", "label": "benign", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-07T12:57:00Z", "trace_id": "e50cf6fe-9eb9-bfa5-7e57-67a7fa7a085c" }
{ "account_age_days": 1761, "account_id": "ACCT-252E8423F6E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.569 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 320, "timestamp": "2026-01-07T12:57:00Z", "transaction_amount_usd": 6733.48 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.602, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 622.93, "financial_exposure_usd": 652.35, "recoverable_pct": 0.595 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108789", "label": "benign", "label_confidence": 0.663, "severity": "low", "timestamp": "2026-01-07T02:29:00Z", "trace_id": "1de2f77c-84b1-eecb-6011-078681401448" }
{ "account_age_days": 153, "account_id": "ACCT-5AB566A62C4E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.355 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 352, "timestamp": "2026-01-07T02:29:00Z", "transaction_amount_usd": 9245.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.605, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2532.52, "financial_exposure_usd": 4519.83, "recoverable_pct": 0.575 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102566", "label": "fraudulent", "label_confidence": 0.819, "severity": "critical", "timestamp": "2026-01-02T18:46:00Z", "trace_id": "4b92fff2-1e3c-0e96-3259-99a982d2e146" }
{ "account_age_days": 1682, "account_id": "ACCT-73109CBB0211", "baseline_risk_score": 0.356, "kyc_tier": "tier_1", "session_entropy": 0.429 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 164, "timestamp": "2026-01-02T11:21:00Z", "transaction_amount_usd": 16.2 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.893, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 761826, "financial_exposure_usd": 1042420.56, "recoverable_pct": 0.304 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102032", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-02T09:52:00Z", "trace_id": "ff5e78c9-5416-6d62-274f-4fa4daf20003" }
{ "account_age_days": 126, "account_id": "ACCT-B0BFEC99CC95", "baseline_risk_score": 0.508, "kyc_tier": "tier_3", "session_entropy": 0.455 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 322, "timestamp": "2026-01-02T04:44:00Z", "transaction_amount_usd": 10.91 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.447, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1014550.33, "financial_exposure_usd": 1064962, "recoverable_pct": 0.037 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108363", "label": "benign", "label_confidence": 0.617, "severity": "critical", "timestamp": "2026-01-06T19:23:00Z", "trace_id": "139de417-6fc5-3077-36e1-735fd093180b" }
{ "account_age_days": 1642, "account_id": "ACCT-68EA15F8B427", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.233 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1130, "timestamp": "2026-01-06T19:23:00Z", "transaction_amount_usd": 4778.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.689, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3597.56, "financial_exposure_usd": 3802.03, "recoverable_pct": 0.872 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109623", "label": "benign", "label_confidence": 0.467, "severity": "low", "timestamp": "2026-01-07T16:23:00Z", "trace_id": "902e6146-c865-0c41-f375-9b41dc4649d0" }
{ "account_age_days": 625, "account_id": "ACCT-D2F4EDDC7E1D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.587 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 168, "timestamp": "2026-01-07T11:00:00Z", "transaction_amount_usd": 8.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.728, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3095.16, "financial_exposure_usd": 3920.55, "recoverable_pct": 0.656 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103803", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-03T15:23:00Z", "trace_id": "578ce9b7-8ed8-bc5d-82f0-8de6eca8e14e" }
{ "account_age_days": 260, "account_id": "ACCT-E062FCAE2B54", "baseline_risk_score": 0.125, "kyc_tier": "tier_3", "session_entropy": 0.931 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1066, "timestamp": "2026-01-03T15:23:00Z", "transaction_amount_usd": 937355.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.486, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7584198.06, "financial_exposure_usd": 7629367.45, "recoverable_pct": 0.916 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109458", "label": "benign", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-07T13:38:00Z", "trace_id": "70880102-5179-27f5-f7f0-5ad0ae25a907" }
{ "account_age_days": 1118, "account_id": "ACCT-809A957D4D02", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.717 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 732, "timestamp": "2026-01-07T13:38:00Z", "transaction_amount_usd": 2881.53 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.725, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 498.49, "financial_exposure_usd": 699.37, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107144", "label": "benign", "label_confidence": 0.641, "severity": "low", "timestamp": "2026-01-05T23:04:00Z", "trace_id": "65e44ed1-cc8b-d927-a2d3-385e13cb3915" }
{ "account_age_days": 10, "account_id": "ACCT-EDC51DE31FB7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 285, "timestamp": "2026-01-05T23:04:00Z", "transaction_amount_usd": 8021.18 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1315.48, "financial_exposure_usd": 3080.84, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105523", "label": "fraudulent", "label_confidence": 0.848, "severity": "low", "timestamp": "2026-01-04T20:03:00Z", "trace_id": "045e72d6-8d3b-31a2-1d9c-0e840de04c18" }
{ "account_age_days": 1800, "account_id": "ACCT-C7BF044F5F95", "baseline_risk_score": 0.126, "kyc_tier": "tier_1", "session_entropy": 0.577 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 665, "timestamp": "2026-01-04T20:03:00Z", "transaction_amount_usd": 204511.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.924, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 644332.69, "financial_exposure_usd": 1576082.33, "recoverable_pct": 0.89 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100426", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-01T07:06:00Z", "trace_id": "a06a5d3a-438b-f10a-1357-d2fe2a8f29ce" }
{ "account_age_days": 342, "account_id": "ACCT-61CADF6B429A", "baseline_risk_score": 0.609, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 330, "timestamp": "2025-12-31T19:34:00Z", "transaction_amount_usd": 23.08 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.507, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 443349.31, "financial_exposure_usd": 854244.57, "recoverable_pct": 0.275 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108750", "label": "benign", "label_confidence": 0.492, "severity": "medium", "timestamp": "2026-01-07T01:50:00Z", "trace_id": "01d86a5a-99ab-8483-200c-198190b6296f" }
{ "account_age_days": 1289, "account_id": "ACCT-18A10D3B1024", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.502 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 379, "timestamp": "2026-01-06T15:39:00Z", "transaction_amount_usd": 22.23 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 981.35, "financial_exposure_usd": 1379.86, "recoverable_pct": 0.708 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104769", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-04T07:29:00Z", "trace_id": "7a7de120-2ee4-1b04-0a49-b149f4dd51a9" }
{ "account_age_days": 638, "account_id": "ACCT-E24B1096E8C1", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.811 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 365, "timestamp": "2026-01-04T00:01:00Z", "transaction_amount_usd": 17.14 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.576, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 591512.54, "financial_exposure_usd": 1205183.36, "recoverable_pct": 0.671 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109039", "label": "benign", "label_confidence": 0.746, "severity": "high", "timestamp": "2026-01-07T06:39:00Z", "trace_id": "49d6b849-053d-7a09-c1c6-1e6aaf3dc518" }
{ "account_age_days": 275, "account_id": "ACCT-EAE08B2B1AD3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.82 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 953, "timestamp": "2026-01-07T06:39:00Z", "transaction_amount_usd": 2669.91 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 930.02, "financial_exposure_usd": 1707.84, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106868", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-05T18:28:00Z", "trace_id": "c1d66a30-de34-0c5d-63c9-22b4098907b5" }
{ "account_age_days": 1005, "account_id": "ACCT-B10FBF0FB8A2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.765 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 466, "timestamp": "2026-01-05T18:28:00Z", "transaction_amount_usd": 13843.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 7000.95, "financial_exposure_usd": 8660.66, "recoverable_pct": 0.633 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109840", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T20:00:00Z", "trace_id": "75f11cae-49e0-14e3-8ce7-170831ac49d6" }
{ "account_age_days": 250, "account_id": "ACCT-20CA60854FEB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.612 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 119, "timestamp": "2026-01-07T16:52:00Z", "transaction_amount_usd": 22.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 910.01, "financial_exposure_usd": 1025.64, "recoverable_pct": 0.655 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102820", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-02T23:00:00Z", "trace_id": "9d07007a-5deb-3496-2c63-ff61af14624f" }
{ "account_age_days": 303, "account_id": "ACCT-EC41375247ED", "baseline_risk_score": 0.63, "kyc_tier": "tier_1", "session_entropy": 0.374 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 171, "timestamp": "2026-01-02T20:41:00Z", "transaction_amount_usd": 7.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.383, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 926139.13, "financial_exposure_usd": 1494356.73, "recoverable_pct": 0.598 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100080", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-01T01:20:00Z", "trace_id": "761ad914-4931-b2d4-d3de-f87cc60fb252" }
{ "account_age_days": 28, "account_id": "ACCT-9F601D1700E7", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.751 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1029, "timestamp": "2026-01-01T01:20:00Z", "transaction_amount_usd": 73769.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 786883.65, "financial_exposure_usd": 1028888.03, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108333", "label": "benign", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-06T18:53:00Z", "trace_id": "7b0ba4bb-5a7b-0dbb-fc93-518c377f4796" }
{ "account_age_days": 1624, "account_id": "ACCT-F4A2C123C26E", "baseline_risk_score": 0.19, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1014, "timestamp": "2026-01-06T18:53:00Z", "transaction_amount_usd": 11028.88 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4979.73, "financial_exposure_usd": 5974.52, "recoverable_pct": 0.445 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104055", "label": "fraudulent", "label_confidence": 0.728, "severity": "critical", "timestamp": "2026-01-03T19:35:00Z", "trace_id": "b79973dc-d2f2-34c7-1554-352b094b4b20" }
{ "account_age_days": 1805, "account_id": "ACCT-2C5A5350A1E7", "baseline_risk_score": 0.256, "kyc_tier": "tier_3", "session_entropy": 0.715 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 858, "timestamp": "2026-01-03T19:35:00Z", "transaction_amount_usd": 2906600.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.626, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2208561.77, "financial_exposure_usd": 5307686.64, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108542", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-06T22:22:00Z", "trace_id": "1263ffb8-474a-0eaa-0ef7-8978294d0d21" }
{ "account_age_days": 1515, "account_id": "ACCT-9B6DD90901AD", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.292 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 538, "timestamp": "2026-01-06T22:22:00Z", "transaction_amount_usd": 5256.59 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.749, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4439.27, "financial_exposure_usd": 4800.41, "recoverable_pct": 0.656 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101995", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-02T09:15:00Z", "trace_id": "7f48232b-7763-be0f-9f5c-009de038735d" }
{ "account_age_days": 127, "account_id": "ACCT-BFFD2A908AFB", "baseline_risk_score": 0.303, "kyc_tier": "tier_2", "session_entropy": 0.748 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 237, "timestamp": "2026-01-02T03:18:00Z", "transaction_amount_usd": 22.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.655, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 244729.06, "financial_exposure_usd": 554018.84, "recoverable_pct": 0.145 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101914", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-02T07:54:00Z", "trace_id": "83af7eef-fb64-4578-69ed-09811aff4df8" }
{ "account_age_days": 1705, "account_id": "ACCT-F1A016520E3E", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.202 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 566, "timestamp": "2026-01-02T07:54:00Z", "transaction_amount_usd": 47002.47 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 241348.66, "financial_exposure_usd": 483860.12, "recoverable_pct": 0.806 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103550", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-03T11:10:00Z", "trace_id": "9ad9d947-47eb-10f4-0bee-80970e2d3f34" }
{ "account_age_days": 414, "account_id": "ACCT-6ECD0196C4E5", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.688 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 210, "timestamp": "2026-01-02T23:30:00Z", "transaction_amount_usd": 5.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.416, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6436338.69, "financial_exposure_usd": 7270485.25, "recoverable_pct": 0.47 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104389", "label": "fraudulent", "label_confidence": 0.64, "severity": "critical", "timestamp": "2026-01-04T01:09:00Z", "trace_id": "0d5c1cd3-242d-0c9d-31d3-a1f40e0c08ea" }
{ "account_age_days": 859, "account_id": "ACCT-9C7EE288BE05", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.511 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 82, "timestamp": "2026-01-04T01:09:00Z", "transaction_amount_usd": 2209737.66 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1935304.56, "financial_exposure_usd": 1936269.2, "recoverable_pct": 0.717 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105639", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-04T21:59:00Z", "trace_id": "e991d474-2bd6-6650-b69e-1f86d7b7c7ae" }
{ "account_age_days": 575, "account_id": "ACCT-39C4C1E07FCF", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.869 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 286, "timestamp": "2026-01-04T21:59:00Z", "transaction_amount_usd": 2764275.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.884, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3378885.54, "financial_exposure_usd": 5817445.56, "recoverable_pct": 0.97 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103382", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-03T08:22:00Z", "trace_id": "6bf8829d-7329-bd14-8819-81257316a212" }
{ "account_age_days": 1901, "account_id": "ACCT-9B5A74AA74B2", "baseline_risk_score": 0.063, "kyc_tier": "tier_1", "session_entropy": 0.835 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 866, "timestamp": "2026-01-03T08:22:00Z", "transaction_amount_usd": 1733228.83 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.88, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2949843.57, "financial_exposure_usd": 6506065.8, "recoverable_pct": 0.605 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102831", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-02T23:11:00Z", "trace_id": "d55207c1-c75a-abeb-f890-a9f5b25d39bb" }
{ "account_age_days": 1753, "account_id": "ACCT-55CE14A078DD", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.822 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 390, "timestamp": "2026-01-02T13:04:00Z", "transaction_amount_usd": 12.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.504, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 870200.43, "financial_exposure_usd": 1001170.38, "recoverable_pct": 0.223 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107149", "label": "benign", "label_confidence": 0.502, "severity": "high", "timestamp": "2026-01-05T23:09:00Z", "trace_id": "ca02484e-23e6-05b5-a532-3d716bd75619" }
{ "account_age_days": 12, "account_id": "ACCT-0C855AFA89A3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 209, "timestamp": "2026-01-05T23:09:00Z", "transaction_amount_usd": 237.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.775, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1546.29, "financial_exposure_usd": 3420.4, "recoverable_pct": 0.858 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103623", "label": "fraudulent", "label_confidence": 0.938, "severity": "high", "timestamp": "2026-01-03T12:23:00Z", "trace_id": "c753b843-3ff3-ad3e-7eb5-b3a38ff8d83e" }
{ "account_age_days": 1386, "account_id": "ACCT-DDDCC22ECE74", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.932 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 249, "timestamp": "2026-01-03T12:23:00Z", "transaction_amount_usd": 2630859.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.791, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1967831.74, "financial_exposure_usd": 2288640.36, "recoverable_pct": 0.894 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107109", "label": "benign", "label_confidence": 0.74, "severity": "medium", "timestamp": "2026-01-05T22:29:00Z", "trace_id": "3fec9f43-1793-51ac-ab9d-308630d8a5b4" }
{ "account_age_days": 1435, "account_id": "ACCT-3F3559D5C8E0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.235 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 667, "timestamp": "2026-01-05T22:29:00Z", "transaction_amount_usd": 1689.58 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.662, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 109.6, "financial_exposure_usd": 177.27, "recoverable_pct": 0.68 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105820", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-05T01:00:00Z", "trace_id": "4f636e76-cfaa-f2ab-b55e-a2e70616ede3" }
{ "account_age_days": 1605, "account_id": "ACCT-C9C8097F9796", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.123 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1010, "timestamp": "2026-01-05T01:00:00Z", "transaction_amount_usd": 966927.59 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.361, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3024802.77, "financial_exposure_usd": 3777183.48, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103114", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-03T03:54:00Z", "trace_id": "348ccac2-9e56-7203-b38f-3973d7fec3f6" }
{ "account_age_days": 657, "account_id": "ACCT-C89638041B25", "baseline_risk_score": 0.555, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 468, "timestamp": "2026-01-03T03:54:00Z", "transaction_amount_usd": 52306.47 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.475, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 382981.34, "financial_exposure_usd": 828004.47, "recoverable_pct": 0.637 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107873", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-06T11:13:00Z", "trace_id": "8f3357d1-4b92-38e9-fd41-63375498f4c8" }
{ "account_age_days": 1712, "account_id": "ACCT-A97D83648E5D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.466 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 371, "timestamp": "2026-01-06T00:40:00Z", "transaction_amount_usd": 24.12 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4156.59, "financial_exposure_usd": 6984.86, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104793", "label": "fraudulent", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-04T07:53:00Z", "trace_id": "18bcd683-6298-aecc-5014-2f177519d24e" }
{ "account_age_days": 212, "account_id": "ACCT-5F6A93EADD32", "baseline_risk_score": 0.39, "kyc_tier": "tier_2", "session_entropy": 0.869 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 873, "timestamp": "2026-01-04T07:53:00Z", "transaction_amount_usd": 213119.55 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.53, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 4532203.54, "financial_exposure_usd": 5320009.91, "recoverable_pct": 0.996 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104143", "label": "fraudulent", "label_confidence": 0.717, "severity": "critical", "timestamp": "2026-01-03T21:03:00Z", "trace_id": "a79aaec4-e7a8-2140-ca10-90befdb5ebad" }
{ "account_age_days": 1401, "account_id": "ACCT-DB34F5FD4B73", "baseline_risk_score": 0.144, "kyc_tier": "tier_1", "session_entropy": 0.807 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 788, "timestamp": "2026-01-03T21:03:00Z", "transaction_amount_usd": 206081.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.495, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1780576.72, "financial_exposure_usd": 3154169.4, "recoverable_pct": 0.757 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109047", "label": "benign", "label_confidence": 0.461, "severity": "high", "timestamp": "2026-01-07T06:47:00Z", "trace_id": "b61f2e41-d862-86d0-f96e-81d52a2038b9" }
{ "account_age_days": 1744, "account_id": "ACCT-177F484BD62D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 554, "timestamp": "2026-01-07T06:47:00Z", "transaction_amount_usd": 11500.03 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 577, "financial_exposure_usd": 1200.02, "recoverable_pct": 0.76 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103027", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-03T02:27:00Z", "trace_id": "f084eadd-fac1-a2ba-efe8-8c2e11f9cca5" }
{ "account_age_days": 1428, "account_id": "ACCT-972E9A2FE5B6", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.743 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 152, "timestamp": "2026-01-03T02:27:00Z", "transaction_amount_usd": 57263.14 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.574, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 663442.88, "financial_exposure_usd": 774371.5, "recoverable_pct": 0.661 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101911", "label": "fraudulent", "label_confidence": 0.759, "severity": "high", "timestamp": "2026-01-02T07:51:00Z", "trace_id": "9603059a-4bfe-20a4-ac18-4b2bf2663fad" }
{ "account_age_days": 523, "account_id": "ACCT-98D0D9D0E96D", "baseline_risk_score": 0.519, "kyc_tier": "tier_1", "session_entropy": 0.539 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 388, "timestamp": "2026-01-02T07:51:00Z", "transaction_amount_usd": 77534.1 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 662644.22, "financial_exposure_usd": 880523.95, "recoverable_pct": 0.312 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107262", "label": "benign", "label_confidence": 0.48, "severity": "low", "timestamp": "2026-01-06T01:02:00Z", "trace_id": "cd03071e-e3ac-66bf-1e9c-928d15bce0c3" }
{ "account_age_days": 869, "account_id": "ACCT-E901929BA9BD", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.534 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 462, "timestamp": "2026-01-06T01:02:00Z", "transaction_amount_usd": 10358.32 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 279.54, "financial_exposure_usd": 564.77, "recoverable_pct": 0.427 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103151", "label": "fraudulent", "label_confidence": 0.934, "severity": "medium", "timestamp": "2026-01-03T04:31:00Z", "trace_id": "9fe543fe-eb96-84d0-b3b8-1369dece4fdd" }
{ "account_age_days": 872, "account_id": "ACCT-9471CA328BD6", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.887 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 305, "timestamp": "2026-01-02T22:08:00Z", "transaction_amount_usd": 8.74 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 697208.09, "financial_exposure_usd": 791842.96, "recoverable_pct": 0.247 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102342", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T15:02:00Z", "trace_id": "bdda6bd4-c620-41d5-6357-b246a017825a" }
{ "account_age_days": 1547, "account_id": "ACCT-3EFA8DF35FBF", "baseline_risk_score": 0.584, "kyc_tier": "tier_1", "session_entropy": 0.328 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 879, "timestamp": "2026-01-02T15:02:00Z", "transaction_amount_usd": 54953.28 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.664, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 326070.53, "financial_exposure_usd": 767020.49, "recoverable_pct": 0.35 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100358", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-01T05:58:00Z", "trace_id": "b8bd0a51-85ce-6937-afcd-eb63e8b7b97d" }
{ "account_age_days": 246, "account_id": "ACCT-3856167524F8", "baseline_risk_score": 0.621, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 282, "timestamp": "2026-01-01T02:59:00Z", "transaction_amount_usd": 19.67 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.652, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 745241.74, "financial_exposure_usd": 753974.56, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103641", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-03T12:41:00Z", "trace_id": "c5779c89-a042-9c89-11cf-e2b8749cbea8" }
{ "account_age_days": 1999, "account_id": "ACCT-2A05A2FF2815", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.571 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 944, "timestamp": "2026-01-03T12:41:00Z", "transaction_amount_usd": 1127378.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.728, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2187808.63, "financial_exposure_usd": 4209739.93, "recoverable_pct": 0.599 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103127", "label": "fraudulent", "label_confidence": 0.863, "severity": "high", "timestamp": "2026-01-03T04:07:00Z", "trace_id": "464b116a-a6a1-2b0d-64fe-cecf1f355a52" }
{ "account_age_days": 790, "account_id": "ACCT-8E383F4DBDD7", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.249 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 821, "timestamp": "2026-01-03T04:07:00Z", "transaction_amount_usd": 21576.82 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.73, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 539832.88, "financial_exposure_usd": 803301.72, "recoverable_pct": 0.155 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103759", "label": "fraudulent", "label_confidence": 0.767, "severity": "high", "timestamp": "2026-01-03T14:39:00Z", "trace_id": "5b68fde8-7798-dbed-8161-0ad3427349bf" }
{ "account_age_days": 1219, "account_id": "ACCT-A003F732EFF1", "baseline_risk_score": 0.289, "kyc_tier": "tier_1", "session_entropy": 0.486 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 327, "timestamp": "2026-01-03T14:39:00Z", "transaction_amount_usd": 849613.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3417669.78, "financial_exposure_usd": 7445184.45, "recoverable_pct": 0.857 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102376", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-02T15:36:00Z", "trace_id": "264df62e-4f0b-5ed1-be14-a4b387734f4f" }
{ "account_age_days": 1994, "account_id": "ACCT-CBB7DC6025AE", "baseline_risk_score": 0.54, "kyc_tier": "tier_3", "session_entropy": 0.942 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 382, "timestamp": "2026-01-02T09:45:00Z", "transaction_amount_usd": 23.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.835, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 805664.66, "financial_exposure_usd": 1011977.33, "recoverable_pct": 0.282 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107542", "label": "benign", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-06T05:42:00Z", "trace_id": "6773cad6-7a9a-280f-8c11-e369061d462c" }
{ "account_age_days": 1702, "account_id": "ACCT-CADD8C59AB68", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.658 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1167, "timestamp": "2026-01-06T05:42:00Z", "transaction_amount_usd": 7411.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4148.89, "financial_exposure_usd": 7967.98, "recoverable_pct": 0.501 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107689", "label": "benign", "label_confidence": 0.53, "severity": "medium", "timestamp": "2026-01-06T08:09:00Z", "trace_id": "8960b5a6-e2f5-c28f-834c-1b0f5d029602" }
{ "account_age_days": 1780, "account_id": "ACCT-9EBC54D8A9FC", "baseline_risk_score": 0.105, "kyc_tier": "tier_2", "session_entropy": 0.665 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1025, "timestamp": "2026-01-06T08:09:00Z", "transaction_amount_usd": 12412.23 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.477, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1517.63, "financial_exposure_usd": 3030.61, "recoverable_pct": 0.524 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }